{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.010127,
     "end_time": "2020-03-14T18:03:01.110856",
     "exception": false,
     "start_time": "2020-03-14T18:03:01.100729",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "# COVID-19 Growth Analysis\n",
    "> Visualizations of the growth of COVID-19.\n",
    "\n",
    "- comments: true\n",
    "- author: Thomas Wiecki\n",
    "- categories: [growth]\n",
    "- image: images/covid-growth.png\n",
    "- permalink: /growth-analysis/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "papermill": {
     "duration": 4.087472,
     "end_time": "2020-03-14T18:03:05.205279",
     "exception": false,
     "start_time": "2020-03-14T18:03:01.117807",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "#hide\n",
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "\n",
    "import requests\n",
    "import io\n",
    "\n",
    "sns.set_context('talk')\n",
    "plt.style.use('seaborn-whitegrid')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "papermill": {
     "duration": 0.885755,
     "end_time": "2020-03-14T18:03:06.096899",
     "exception": false,
     "start_time": "2020-03-14T18:03:05.211144",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "#hide\n",
    "def load_timeseries(name, \n",
    "                    base_url='https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series'):\n",
    "    # Thanks to kasparthommen for the suggestion to directly download\n",
    "    url = f'{base_url}/time_series_19-covid-{name}.csv'\n",
    "    csv = requests.get(url).text\n",
    "    df = pd.read_csv(io.StringIO(csv), \n",
    "                     index_col=['Country/Region', 'Province/State', 'Lat', 'Long'])\n",
    "    df['type'] = name.lower()\n",
    "    df.columns.name = 'date'\n",
    "    \n",
    "    df = (df.set_index('type', append=True)\n",
    "            .reset_index(['Lat', 'Long'], drop=True)\n",
    "            .stack()\n",
    "            .reset_index()\n",
    "            .set_index('date')\n",
    "         )\n",
    "    df.index = pd.to_datetime(df.index)\n",
    "    df.columns = ['country', 'state', 'type', 'cases']\n",
    "    \n",
    "    # Move HK to country level\n",
    "    df.loc[df.state =='Hong Kong', 'country'] = 'Hong Kong'\n",
    "    df.loc[df.state =='Hong Kong', 'state'] = np.nan\n",
    "    \n",
    "    # Aggregate large countries split by states\n",
    "    df = pd.concat([df, \n",
    "                    (df.loc[~df.state.isna()]\n",
    "                     .groupby(['country', 'date', 'type'])\n",
    "                     .sum()\n",
    "                     .rename(index=lambda x: x+' (total)', level=0)\n",
    "                     .reset_index(level=['country', 'type']))\n",
    "                   ])\n",
    "    return df\n",
    "\n",
    "df_confirmed = load_timeseries('Confirmed')\n",
    "\n",
    "# Estimated critical cases\n",
    "p_crit = .05\n",
    "df_confirmed = df_confirmed.assign(cases_crit=df_confirmed.cases*p_crit)\n",
    "\n",
    "# Compute days relative to when 100 confirmed cases was crossed\n",
    "df_confirmed.loc[:, 'days_since_100'] = np.nan\n",
    "for country in df_confirmed.country.unique():\n",
    "    df_confirmed.loc[(df_confirmed.country == country), 'days_since_100'] = \\\n",
    "        np.arange(-len(df_confirmed.loc[(df_confirmed.country == country) & (df_confirmed.cases < 100)]), \n",
    "                  len(df_confirmed.loc[(df_confirmed.country == country) & (df_confirmed.cases >= 100)]))\n",
    "    \n",
    "annotate_kwargs = dict(\n",
    "    s='Based on COVID Data Repository by Johns Hopkins CSSE ({})\\nBy Thomas Wiecki'.format(df_confirmed.index.max().strftime('%B %d, %Y')), \n",
    "    xy=(0.05, 0.01), xycoords='figure fraction', fontsize=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "papermill": {
     "duration": 0.073788,
     "end_time": "2020-03-14T18:03:06.177274",
     "exception": false,
     "start_time": "2020-03-14T18:03:06.103486",
     "status": "completed"
    },
    "scrolled": true,
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Thailand', 'Japan', 'Singapore', 'Nepal', 'Malaysia', 'Canada',\n",
       "       'Australia', 'Cambodia', 'Sri Lanka', 'Germany', 'Finland',\n",
       "       'United Arab Emirates', 'Philippines', 'India', 'Italy', 'Sweden',\n",
       "       'Spain', 'Belgium', 'Egypt', 'Lebanon', 'Iraq', 'Oman',\n",
       "       'Afghanistan', 'Bahrain', 'Kuwait', 'Algeria', 'Croatia',\n",
       "       'Switzerland', 'Austria', 'Israel', 'Pakistan', 'Brazil',\n",
       "       'Georgia', 'Greece', 'North Macedonia', 'Norway', 'Romania',\n",
       "       'Estonia', 'Netherlands', 'San Marino', 'Belarus', 'Iceland',\n",
       "       'Lithuania', 'Mexico', 'New Zealand', 'Nigeria', 'Ireland',\n",
       "       'Luxembourg', 'Monaco', 'Qatar', 'Ecuador', 'Azerbaijan',\n",
       "       'Armenia', 'Dominican Republic', 'Indonesia', 'Portugal',\n",
       "       'Andorra', 'Latvia', 'Morocco', 'Saudi Arabia', 'Senegal',\n",
       "       'Argentina', 'Chile', 'Jordan', 'Ukraine', 'Hungary',\n",
       "       'Liechtenstein', 'Poland', 'Tunisia', 'Bosnia and Herzegovina',\n",
       "       'Slovenia', 'South Africa', 'Bhutan', 'Cameroon', 'Colombia',\n",
       "       'Costa Rica', 'Peru', 'Serbia', 'Slovakia', 'Togo',\n",
       "       'French Guiana', 'Malta', 'Martinique', 'Bulgaria', 'Maldives',\n",
       "       'Bangladesh', 'Paraguay', 'Albania', 'Cyprus', 'Brunei', 'US',\n",
       "       'Burkina Faso', 'Holy See', 'Mongolia', 'Panama', 'China', 'Iran',\n",
       "       'Korea, South', 'France', 'Cruise Ship', 'Denmark', 'Hong Kong',\n",
       "       'Czechia', 'Taiwan*', 'Vietnam', 'Russia', 'Moldova', 'Bolivia',\n",
       "       'Honduras', 'United Kingdom', 'Congo (Kinshasa)', \"Cote d'Ivoire\",\n",
       "       'Jamaica', 'Reunion', 'Turkey', 'Cuba', 'Guyana', 'Kazakhstan',\n",
       "       'Cayman Islands', 'Guadeloupe', 'Ethiopia', 'Sudan', 'Guinea',\n",
       "       'Aruba', 'Kenya', 'Antigua and Barbuda', 'Australia (total)',\n",
       "       'Canada (total)', 'China (total)', 'Cruise Ship (total)',\n",
       "       'Denmark (total)', 'France (total)', 'US (total)',\n",
       "       'United Kingdom (total)'], dtype=object)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#hide\n",
    "# Country names seem to change quite a bit\n",
    "df_confirmed.country.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "#hide\n",
    "european_countries = ['Italy', 'Germany', 'France (total)', 'Spain', 'United Kingdom (total)', \n",
    "                      'Iran']\n",
    "large_engl_countries = ['US (total)', 'Canada (total)', 'Australia (total)']\n",
    "asian_countries = ['Singapore', 'Japan', 'Korea, South', 'Hong Kong']\n",
    "south_american_countries = ['Argentina', 'Brazil', 'Colombia', 'Chile']\n",
    "\n",
    "country_groups = [european_countries, large_engl_countries, asian_countries, south_american_countries]\n",
    "line_styles = ['-', ':', '--', '-.']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "papermill": {
     "duration": 0.679532,
     "end_time": "2020-03-14T18:03:06.863429",
     "exception": false,
     "start_time": "2020-03-14T18:03:06.183897",
     "status": "completed"
    },
    "scrolled": false,
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#collapse-hide\n",
    "\n",
    "def plot_countries(df, countries, min_cases=100, ls='-', col='cases'):\n",
    "    for country in countries:\n",
    "        df_country = df.loc[(df.country == country) & (df.cases >= min_cases)]\n",
    "        if len(df_country) == 0:\n",
    "            continue\n",
    "        df_country.reset_index()[col].plot(label=country, ls=ls)\n",
    "        \n",
    "sns.set_palette(sns.hls_palette(8, l=.45, s=.8)) # 8 countries max\n",
    "fig, ax = plt.subplots(figsize=(12, 8))\n",
    "\n",
    "for countries, ls in zip(country_groups, line_styles):\n",
    "    plot_countries(df_confirmed, countries, ls=ls)\n",
    "\n",
    "x = np.linspace(0, plt.xlim()[1] - 1)\n",
    "ax.plot(x, 100 * (1.33) ** x, ls='--', color='k', label='33% daily growth')\n",
    "\n",
    "ax.set(yscale='log',\n",
    "       title='Exponential growth of COVID-19 across countries',\n",
    "       xlabel='Days from first 100 confirmed cases',\n",
    "       ylabel='Confirmed cases (log scale)')\n",
    "ax.get_yaxis().set_major_formatter(matplotlib.ticker.ScalarFormatter())\n",
    "ax.legend(bbox_to_anchor=(1.0, 1.0))\n",
    "ax.annotate(**annotate_kwargs)\n",
    "sns.despine();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "papermill": {
     "duration": 0.185224,
     "end_time": "2020-03-14T18:03:08.141335",
     "exception": false,
     "start_time": "2020-03-14T18:03:07.956111",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "#hide\n",
    "# This creates a preview image for the blog post and home page\n",
    "fig.savefig('../images/covid-growth.png')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "papermill": {
     "duration": 0.580108,
     "end_time": "2020-03-14T18:03:07.453139",
     "exception": false,
     "start_time": "2020-03-14T18:03:06.873031",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#collapse-hide\n",
    "fig, ax = plt.subplots(figsize=(12, 8))\n",
    "\n",
    "for countries, ls in zip(country_groups, line_styles):\n",
    "    plot_countries(df_confirmed, countries, ls=ls)\n",
    "\n",
    "x = np.linspace(0, plt.xlim()[1] - 1)\n",
    "ax.plot(x, 100 * (1.33) ** x, ls='--', color='k', label='33% daily growth')\n",
    "\n",
    "ax.set(title='Exponential growth of COVID-19 across countries',\n",
    "       xlabel='Days from first 100 confirmed cases',\n",
    "       ylabel='Confirmed cases', ylim=(0, 30000))\n",
    "ax.legend(bbox_to_anchor=(1.0, 1.0))\n",
    "ax.annotate(**annotate_kwargs)\n",
    "sns.despine();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "papermill": {
     "duration": 0.476602,
     "end_time": "2020-03-14T18:03:07.941207",
     "exception": false,
     "start_time": "2020-03-14T18:03:07.464605",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#collapse-hide\n",
    "smooth_days = 4\n",
    "fig, ax = plt.subplots(figsize=(14, 8))\n",
    "df_confirmed['pct_change'] = (df_confirmed\n",
    "                              .groupby('country')\n",
    "                              .cases\n",
    "                              .pct_change()\n",
    "                              .rolling(smooth_days)\n",
    "                              .mean()\n",
    ")\n",
    "\n",
    "for countries, ls in zip(country_groups, line_styles):\n",
    "    (df_confirmed.set_index('country')\n",
    "                 .loc[countries]\n",
    "                 .loc[lambda x: x.cases > 100]\n",
    "                 .reset_index()\n",
    "                 .set_index('days_since_100')\n",
    "                 .groupby('country', sort=False)['pct_change']\n",
    "                 .plot(ls=ls)\n",
    "    )\n",
    "\n",
    "ax.set(ylim=(0, 1),\n",
    "       xlim=(0, 20),\n",
    "       title='Are we seeing changes in daily growth rate?',\n",
    "       xlabel='Days from first 100 confirmed cases',\n",
    "       ylabel='Daily percent change (smoothed over {} days)'.format(smooth_days),\n",
    ")\n",
    "ax.axhline(.33, ls='--', color='k')\n",
    "ax.get_yaxis().set_major_formatter(matplotlib.ticker.ScalarFormatter())\n",
    "ax.legend(bbox_to_anchor=(1.0, 1.0))\n",
    "sns.despine()\n",
    "ax.annotate(**annotate_kwargs);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#collapse-hide\n",
    "sns.set_palette(sns.hls_palette(8, l=.45, s=.8)) # 8 countries max\n",
    "fig, ax = plt.subplots(figsize=(12, 8))\n",
    "\n",
    "# 28000 ICU beds total, 80% occupied\n",
    "icu_germany = 28000\n",
    "icu_germany_free = .2\n",
    "\n",
    "df_tmp = df_confirmed.loc[lambda x: (x.country == 'Germany') & (x.cases > 100)].cases_crit\n",
    "df_tmp.plot(ax=ax)\n",
    "\n",
    "x = np.linspace(0, 30, 30)\n",
    "pd.Series(index=pd.date_range(df_tmp.index[0], periods=30),\n",
    "          data=100*p_crit * (1.33) ** x).plot(ax=ax,ls='--', color='k', label='33% daily growth')\n",
    "\n",
    "ax.axhline(icu_germany, color='.3', ls='-.', label='Total ICU beds')\n",
    "ax.axhline(icu_germany * icu_germany_free, color='.5', ls=':', label='Free ICU beds')\n",
    "ax.set(yscale='log',\n",
    "       title='When will Germany run out of ICU beds?',\n",
    "       ylabel='Expected critical cases (assuming {:.0f}% critical)'.format(100 * p_crit),\n",
    ")\n",
    "ax.get_yaxis().set_major_formatter(matplotlib.ticker.ScalarFormatter())\n",
    "ax.legend(bbox_to_anchor=(1.0, 1.0))\n",
    "sns.despine()\n",
    "ax.annotate(**annotate_kwargs);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
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     "end_time": "2020-03-14T18:03:08.167506",
     "exception": false,
     "start_time": "2020-03-14T18:03:08.154486",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "Updated daily by [GitHub Actions](https://github.com/features/actions)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
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     "start_time": "2020-03-14T18:03:08.180237",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "This visualization was made by [Thomas Wiecki](https://twitter.com/twiecki)[^1].\n",
    "\n",
    "[^1]:  Data sourced from [\"2019 Novel Coronavirus COVID-19 (2019-nCoV) Data Repository by Johns Hopkins CSSE\"](https://systems.jhu.edu/research/public-health/ncov/) [GitHub repository](https://github.com/CSSEGISandData/COVID-19) and recreates the (pay-walled) plot in the [Financial Times]( https://www.ft.com/content/a26fbf7e-48f8-11ea-aeb3-955839e06441). This code is provided under the [BSD-3 License](https://github.com/twiecki/covid19/blob/master/LICENSE). Link to [original notebook](https://github.com/twiecki/covid19/blob/master/covid19_growth.ipynb)."
   ]
  }
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